{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_most_frequent_label(cls_occurences):\n",
    "\n",
    "    labels = np.argmax(cls_occurences, axis=0).astype(float)\n",
    "    labels[np.sum(cls_occurences, axis=0) == 0] = np.nan\n",
    "\n",
    "    return labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_dir = \"/home/jupyter/DATA/aqua-data-processed/2008/01/\"\n",
    "daylight_dir = os.path.join(dataset_dir, \"daylight\")\n",
    "night_dir = os.path.join(dataset_dir, \"night\")\n",
    "fucket_dir = os.path.join(dataset_dir, \"fucked\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize daylight swath with labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "swath_name = glob.glob(os.path.join(daylight_dir, \"MY*.npy\"))[113]\n",
    "swath = np.load(swath_name)\n",
    "\n",
    "label_mask = get_most_frequent_label(swath[19:])\n",
    "cloud_mask = swath[18]\n",
    "\n",
    "swath_basename = os.path.basename(swath_name)\n",
    "swath_rgb = imread(os.path.join(daylight_dir, \"rgb\", swath_basename.replace(\".npy\", \".png\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 5))\n",
    "\n",
    "plt.subplot(131)\n",
    "plt.pcolormesh(swath[14], swath[13], swath[0])\n",
    "plt.scatter(swath[14], swath[13], c=label_mask, s=0.5, cmap=plt.cm.jet, vmin=0, vmax=7)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.pcolormesh(swath[14], swath[13], cloud_mask, cmap=\"gray\", vmin=-5, vmax=1)\n",
    "plt.scatter(swath[14], swath[13], c=label_mask, s=0.5, cmap=plt.cm.jet, vmin=0, vmax=7)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.savefig(\"sample-swath.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize sampled tiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# labelled tiles\n",
    "positions = np.load(os.path.join(daylight_dir, \"label\", \"metadata\", swath_basename))\n",
    "\n",
    "# unlabelled tiles\n",
    "un_positions = np.load(os.path.join(daylight_dir, \"nonlabel\", \"metadata\", swath_basename))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 5))\n",
    "\n",
    "plt.subplot(131)\n",
    "plt.pcolormesh(swath[14], swath[13], cloud_mask, cmap=\"gray\", vmin=-5, vmax=1)\n",
    "plt.scatter(swath[14], swath[13], c=label_mask, s=0.5, cmap=plt.cm.jet, vmin=0, vmax=7)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.pcolormesh(swath[14], swath[13], cloud_mask, cmap=\"gray\", vmin=-5, vmax=1)\n",
    "\n",
    "for pos in positions:\n",
    "    (x1, x2), (y1, y2) = pos\n",
    "    plt.scatter(swath[14, x1:x2, y1:y2], swath[13, x1:x2, y1:y2], c=np.ones((3, 3)), cmap=\"Purples\", vmin=0, vmax=1, s=0.5)\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.pcolormesh(swath[14], swath[13], cloud_mask, cmap=\"gray\", vmin=-5, vmax=1)\n",
    "\n",
    "for pos in un_positions:\n",
    "    (x1, x2), (y1, y2) = pos\n",
    "    plt.scatter(swath[14, x1:x2, y1:y2], swath[13, x1:x2, y1:y2], c=np.ones((3, 3)), cmap=\"Purples\", vmin=0, vmax=1, s=0.5)\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.savefig(\"tiles.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
